Publications

2023

• Decker, Thomas; Lebacher, Michael; Tresp, Volker (2023)
  Explaining Deep Neural Networks for Bearing Fault Detection with Vibration Concepts
  2023 IEEE 21st International Conference on Industrial Informatics (INDIN), 18-20 July 2023, Lemgo, Germany
  

top

2021

• Haensch, Anna-Carolina (2021)
  Dealing with various flavors of missing data in ex-post survey harmonization and beyond
  Dissertation, Universität Mannheim (full text available)
  

top

2020

• Lebacher, Michael; Thurner, Paul W.; Kauermann, Göran (2020)
  A dynamic separable network model with actor heterogeneity: An application to global weapons transfers
  In: Journal of the Royal Statistical Society: Series A, Vol. 184, No. 1: pp. 201-226 (full text available)
  
• Lebacher, Michael; Thurner, Paul W.; Kauermann, Göran (2020)
  Exploring Dependence Structures in the International Arms Trade Network: A Network Autocorrelation Approach
  In: Statistical Modelling, Vol. 20, No. 2
  
• Shao, Shuai; Kauermann, Göran (2020)
  Understanding price elasticity for airline ancillary services
  In: Journal of Revenue and Pricing Management, Vol. 19: pp. 74-82
  

top

2019

• Bauer, V.; Fürlinger, K.; Kauermann, G. (2019)
  A Note on Parallel Sampling in Markov Graphs
  In: Computational Statistics
  

top

2018

• Kauermann, Göran; Becher, Heiko; Maier, Verena (2018)
  Exploring the statistical uncertainty in acceptable exposure limit values for hexavalent chromium exposure
  In: Journal of Exposure Science and Environmental Epidemiology, Vol. 28: pp. 69-75
  
• Kauermann, Göran; Seidl, Thomas (2018)
  Data Science: a proposal for a curriculum
  In: International Journal of Data Science and Analytics
  

top

2017

• Bothmann, Ludwig; Menzel, Annette; Menze, Björn H.; Schunk, Christian; Kauermann, Göran (2017)
  Automated Processing of Webcam Images for Phenological Classification
  In: PLOS ONE, Vol. 12, No. 2: pp. 1-23 (full text available)
  
• Schulze Waltrup, L.; Kauermann, G. (2017)
  Smooth Expectiles for Panel Data using Penalized Splines
  In: Statistics and Computing, Vol. 27, No. 1: pp. 271-282
  
• Thiemichen, S.; Kauermann, G. (2017)
  Stable Exponential Random Graph Models with Non-parametric Components for Large Dense Networks
  In: Social Networks, Vol. 49: pp. 67-80
  

top

2016

• Bothmann, Ludwig; Windmann, Michael; Kauermann, Göran (2016)
  Realtime Classification of Fish in Underwater Sonar Videos
  In: Journal of the Royal Statistical Society: Series C (Applied Statistics), Vol. 65, No. 4: pp. 565-584
  
• Brenner, Thomas; Kauermann, Göran (2016)
  Specialization and Convergence of Industry-Specific Employment in Germany: A Linear Mixed-Model Approach with Spatial Components
  In: Regional Studies, Vol. 50, No. 2: pp. 326-341
  
• Bruns, P.; Paschedag, H.; Kauermann, G. (2016)
  Anerkannte wissenschaftliche Grundsätze zur Erstellung qualifizierter Mietspiegel
  In: Zeitschrift für Miet- und Raumrecht, Vol. 69: pp. 669-679
  
• Deffner, Veronika; Küchenhoff, Helmut; Maier, Verena; Pitz, Mike; Cyrys, Josef; Breitner, Susanne; Schneider, Alexandra; Gu, Jinwei; Geruschkat, Uta; Peters, Annette (2016)
  Two-level statistical modeling of outdoor and time-activity patterns during three seasons
  In: Journal of Exposure Science and Environmental Epidemiology, Vol. 26, No. 1: pp. 17-25
  
• Kauermann, Göran; Küchenhoff, Helmut (2016)
  Statistik, Data Science und Big Data
  In: AStA Wirtschafts - und Sozialstatistisches Archiv, Vol. 10, No. 2-3: pp. 141-150
  
• Kauermann, Göran; Thomschke, Lorenz; Braun, Reiner (2016)
  Scheinargumente bei Mietspiegeldebatte - Was definiert "moderne Mietspiegel?"
  In: Zeitschrift für Wirtschaftspolitik, Vol. 65, No. 3: pp. 253-262
  
• Kauermann, Göran; Windmann, Michael (2016)
  Mietspiegel heute zwischen Realität und statistischen Möglichkeiten
  In: AStA Wirtschafts - und Sozialstatistisches Archiv
  
• Schulze Waltrup, Linda; Kauermann, Göran (2016)
  A Short Note on Quantile and Expectile Estimation in Unequal Probability Samples
  In: Survey Methodology, Vol. 42, No. 1: pp. 179-187
  
• Thiemichen, Stephanie; Friel, Nial; Caimo, Alberto; Kauermann, Göran (2016)
  Bayesian Exponential Random Graph Models with Nodal Random Effects
  In: Social Networks, Vol. 46: pp. 11-28
  

top

2015

• Kalus, Stefanie; Bothmann, Ludwig; Yassouridis, Christina; Czisch, Michael; Sämann, Philipp G.; Fahrmeir, Ludwig (2015)
  Statistical Modeling of Time-Dependent fMRI Activation Effects
  In: Human Brain Mapping, Vol. 36, No. 2: pp. 731-743
  
• Wegener, Michael; Kauermann, Göran (2015)
  Forecasting in nonlinear univariate time series using penalized splines
  In: Statistical Papers: pp. 1-20
  

top

2014

• Fensterer, Veronika; Küchenhoff, Helmut; Maier, Verena; Wichmann, Heinz-Erich; Breitner, Susanne; Peters, Annette; Gu, Jinwei; Cyrys, Josef (2014)
  Evaluation of the Impact of Low Emission Zone and Heavy Traffic Ban in Munich (Germany) on the Reduction of PM10 in Ambient Air
  In: International Journal of Environmental Research and Public Health, Vol. 11, No. 5: pp. 5094-5112
  
• Kauermann, Göran; Meyer, Renate (2014)
  Penalized Marginal Likelihood Estimation of Finite Mixtures of Archimedean Copulas
  In: Computational Statistics, Vol. 29, No. 1-2: pp. 283-306
  
• Kauermann, Göran; Schellhase, Christian (2014)
  Flexible Pair-Copula Estimation in D-vines using Bivariate Penalized Splines
  In: Statistics and Computing, Vol. 24, No. 6: pp. 1081-1100
  
• Sabanés Bové, Daniel; Held, Leonhard; Kauermann, Göran (2014)
  Objective Bayesian Model Selection in Generalised Additive Models with Penalised Splines
  In: Journal of Computational and Graphical Statistics, Vol. 24, No. 2: pp. 394-415
  
• Schulze Waltrup, Linda; Sobotka, Fabian; Kneib, Thomas; Kauermann, Göran (2014)
  Expectile and Quantile Regression - David and Goliath?
  In: Statistical Modelling, Vol. 15, No. 5: pp. 433-456 (full text available)
  

top

2013

• Ensenauer, Regina; Chmitorz, Andrea; Riedel, Christina; Fenske, Nora; Hauner, Hans; Nennstiel-Ratzel, Uta; Kries, Rüdiger von (2013)
  Effects of suboptimal or excessive gestational weight gain on childhood overweight and abdominal adiposity: results from a retrospective cohort study
  In: International Journal of Obesity, Vol. 37, No. 4: pp. 505-512
  
• Kalus, Stefanie; Sämann, Philipp G.; Fahrmeir, Ludwig (2013)
  Classification of brain activation vial spatial Bayesian variable selection in fMRI regression
  In: Advances in Data Analysis and Classification: pp. 1-21
  
• Kauermann, Göran; Kuhlenkasper, Torben (2013)
  Penalized Splines and Multilevel Models
  In: Scott, Marc; Simonoff, Jeffrey; Marx, Brian (eds.): Handbook of Multilevel Modelling. Los Angeles: Sage. pp. 325-334
  
• Kauermann, Göran; Schellhase, Christian; Ruppert, David (2013)
  Flexible Copula Density Estimation with Penalized Hierarchical B-Splines
  In: Scandinavian Journal of Statistics, Vol. 40, No. 4: pp. 685-705
  
• Konrath, Susanne; Kneib, Thomas; Fahrmeir, Ludwig (2013)
  Bayesian smoothing, shrinkage and variable selection in hazard regression
  In: Becker, Claudia; Fried, Roland; Kuhnt, Sonja (eds.): Robustness and Complex Data Structures. Festschrift in Honour of Ursula Gather. Berlin: Springer. pp. 149-170
  
• Mestekemper, Thomas; Kauermann, Göran; Smith, Michael (2013)
  A Comparison of Periodic Autoregressive and Dynamic Factor Models in Intraday Energy Demand Forecasting
  In: International Journal of Forecasting, Vol. 29, No. 1: pp. 1-12
  
• Riedel, Christina; Kries, Rüdiger von; Fenske, Nora; Strauch, Konstantin; Ness, Andy R.; Beyerlein, Andreas (2013)
  Interactions of genetic and environmental risk factors with respect to body fat mass in children: results from the ALSPAC study
  In: Obesity, Vol. 21, No. 6: pp. 1238-1242
  
• Schmid, Matthias; Wickler, Florian; Maloney, Kelly O.; Mitchell, Richard; Fenske, Nora; Mayr, Andreas (2013)
  Boosted beta regression
  In: PLOS ONE, Vol. 8, No. 4 (full text available)
  
• Sobotka, Fabian; Kauermann, Göran; Schulze Waltrup, Linda; Kneib, Thomas (2013)
  On Confidence Intervals for Geoadditive Expectile Regression Models
  In: Statistics and Computing, Vol. 23, No. 2: pp. 135-148
  

top

2012

• Heinzl, Felix; Kneib, Thomas; Fahrmeir, Ludwig (2012)
  Additive mixed models with Dirichlet process mixture and P-spline priors
  In: Advances in Statistical Analysis, Vol. 96, No. 1: pp. 47-68
  
• Kalus, Stefanie (2012)
  Biostatistical Modeling and Analysis of Combined fMRI and EEG Measurements
  München: Dr. Hut Verlag
  
• Kauermann, Göran; Haupt, Harry; Kaufmann, Nadeshda (2012)
  A Hitchhiker's View on Spatial Statistics and Spatial Econometrics for Lattice Data
  In: Statistical Modelling, Vol. 12, No. 5: pp. 419-440
  
• Kauermann, Göran; Meestekemper, Thomas (2012)
  A short note on quantifying and visualizing yearly variation in online monitored temperature data
  In: Statistical Modelling: An International Journal, Vol. 12: pp. 195-209
  
• Kauermann, Göran; Teuber, Timo; Flaschel, Peter (2012)
  Exploring US Business Cycles with Bivariate Loops using Penalized Spline Regression
  In: Computational Economics, Vol. 39: pp. 409-427
  
• Kauermann, Göran; Westerheide, Nina (2012)
  To move or not to move to find a new job - Spatial Duration Time Model with Dynamic Covariate Effects
  In: Journal of Applied Statistics, Vol. 39, No. 5: pp. 995-1009
  
• Mayr, Andreas; Hothorn, Torsten; Fenske, Nora (2012)
  Prediction intervals for future BMI values of individual children - A non-parametric approach by quantile boosting
  In: BMC Medical Research Methodology, Vol. 12: pp. 6
  
• Scheipl, Fabian; Fahrmeir, Ludwig; Kneib, Thomas (2012)
  Spike-and-Slab Priors for Function Selection in Structured Additive Regression Models
  In: Journal of the American Statistical Association, Vol. 107, No. 500: pp. 1518-1532
  
• Schellhase, Christian; Kauermann, Göran (2012)
  Density Estimation and Comparison with a Penalized Mixture Approach
  In: Computational Statistics, Vol. 27, No. 4: pp. 757-777
  

top

2011

• Adebayo, Samson B.; Fahrmeir, Ludwig; Seiler, Christian; Heumann, Christian (2011)
  Geoadditive Latent Variable Modeling of Count Data on Multiple Sexual Partnering in Nigeria
  In: Biometrics, Vol. 67, No. 2: pp. 620-628
  
• Kneib, Thomas; Fahrmeir, Ludwig (2011)
  A Space-Time Study on Forest Health
  In: Chandler, Richard; Scott, Marian (eds.): Statistical Methods for Trend Detection and Analysis in the Environmental Sciences. Hoboken: Wiley & Sons. pp. 333-358
  
• Kneib, Thomas; Konrath, Susanne; Fahrmeir, Ludwig (2011)
  High dimensional structured additive regression models: Bayesian regularization, smoothing and predictive performance
  In: Journal of the Royal Statistical Society: Series C (Applied Statistics), Vol. 60, No. 1: pp. 51-70
  
• Pyrka, Patricia; Wimmer, Valentin; Fenske, Nora; Fahrmeir, Ludwig; Schwirtz, Ansgar (2011)
  Factor Analysis in Performance Diagnostic Data of Competitive Ski Jumpers and Nordic Combined Athletes 2004-2008
  In: Journal of Quantitative Analysis in Sports, Vol. 7, No. 3
  
• Scheipl, Fabian (2011)
  Bayesian Regularization and Model Choice in Structured Additive Regression
  München: Dr. Hut Verlag
  
• Scheipl, Fabian (2011)
  spikeSlabGAM: Bayesian Variable Selection, Model Choice and Regularization for Generalized Additive Mixed Models in R
  In: Journal of Statistical Software, Vol. 43, No. 14: pp. 1-24
  
• Svejdar, Viola; Küchenhoff, Helmut; Fahrmeir, Ludwig; Wassermann, Joachim (2011)
  External forcing of earthquake swarms at Alpine regions: example from a seismic meteorological network at Mt. Hochstaufen SE-Bavaria
  In: Nonlinear Processes In Geophysics, Vol. 18, No. 6: pp. 849-860
  
• Wimmer, Valentin; Fenske, Nora; Pyrka, Patricia; Fahrmeir, Ludwig (2011)
  Exploring competition performance in decathlon using semi-parametric latent factor models
  In: Journal of Quantitative Analysis in Sports, Vol. 7, No. 4
  

top

2010

• Fahrmeir, Ludwig; Kneib, Thomas; Konrath, Susanne (2010)
  Bayesian regularisation in structured additive regression: A unifying perspective on shrinkage, smoothing and predictor selection
  In: Statistics and Computing, Vol. 20, No. 2: pp. 203-219
  
• Kauermann, Göran; Küchenhoff, Helmut (2010)
  Stichproben. Methoden und praktische Umsetzung mit R
  Berlin: Springer
  
• Rueff, Franziska; Przybilla, Bernhard; Bilo, Maria B.; Müller, Ulrich; Scheipl, Fabian; Arberer, Werner; Birnbaum, Joelle; Bodzenta-Lukaszyk, Anna; Bonifazi, Floriano; Bucher, Christoph; Campi, Paolo; Darsow, Ulf; Egger, Cornelia; Haeberli, Gabrielle; Hawranek, Thomas; Kucharewicz, Iwona; Küchenhoff, Helmut; Lang, Roland; Quercia, Oliviero; Reider, Norbert; Severino, Maurizio; Sticherling, Michael; Sturm, Gunther J.; Wüthrich, Brunello (2010)
  Predictors of side effects during the buildup phase of venom immunotherapy for hymenoptera venom allergy: The importance of baseline serum tryptase
  In: Journal of Allergy and Clinical Immunology, Vol. 126, No. 1: pp. 105-111
  
• de Montera, Béatrice; Zeihery, Dalia E.; Müller, Sigrid; Jammes, Hélène; Brem, Gottfried; Reichenbach, Horst-Dietrich; Scheipl, Fabian; Chavatte-Palmer, Pascale; Zakhartchenko, Valeri; Schmitz, Oliver J.; Wolf, Eckhard; Renard, Jean-Paul; Hiendleder, Stefan (2010)
  Quantification of Leukocyte Genomic 5-Methylcytosine Levels Reveals Epigenetic Plasticity in Healthy Adult Cloned Cattle
  In: Cellular Reprogramming, Vol. 12, No. 2: pp. 175-181
  

top

2009

• Döring, Dorothea; Roscher, Anita; Scheipl, Fabian; Küchenhoff, Helmut; Erhard, Michael H. (2009)
  Fear-related Behaviour of Dogs in Veterinary Practice
  In: The Veterinary Journal, Vol. 182, No. 1: pp. 38-43
  
• Fahrmeir, Ludwig; Kneib, Thomas (2009)
  Discussion on "Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations" by Rue, H., Martino, S. and Chopin, N
  In: Journal of the Royal Statistical Society B, Vol. 71
  
• Fahrmeir, Ludwig; Kneib, Thomas; Lang, Stefan (2009)
  Regression - Modelle, Methoden und Anwendungen
  2nd edition. Berlin: Springer Verlag
  
• Kalus, Stefanie; Kneib, Thomas; Steiger, Axel; Holsboer, Florian; Yassouridis, Alexander (2009)
  A new strategy to analyze possible association structures between dynamic nocturnal hormone activities and sleep alterations in humans
  In: American Journal of Physiology- Regulatory, Integrative and Comparative Physiology, Vol. 296, No. 4: pp. 1216-1227
  
• Kauermann, Göran; Krivobokova, Tatyana; Fahrmeir, Ludwig (2009)
  Some Asymptotic Results on Generalized Penalized Spline Smoothing
  In: Journal of the Royal Statistical Society: Series B (Statistical Methodology), Vol. 71, No. 2: pp. 487-503
  
• Khatab, Khaled; Fahrmeir, Ludwig (2009)
  Analysis of childhood morbidity with geoadditive probit and latent variable model: A case study for egypt
  In: The American Journal of Tropical Medicine and Hygiene, Vol. 81, No. 1: pp. 116-128
  
• Rau, Stephanie; Kohn, Barbara; Richter, Constance; Fenske, Nora; Küchenhoff, Helmut; Hartmann, Katrin; Härtle, Stefan; Kaspers, Bernd; Hirschberger, Johannes (2009)
  Der Intensivpatient mit Sepsis? Kanines Interleukin-6 als prognostischer Parameter
  In: Kleintierpraxis, Vol. 54, No. 4: pp. 201-212
  
• Rueff, Franziska; Przybilla, Bernhard; Bilo, Maria B.; Müller, Ulrich; Scheipl, Fabian; Arberer, Werner; Birnbaum, Joelle; Bodzenta-Lukaszyk, Anna; Bonifazi, Floriano; Bucher, Christoph; Campi, Paolo; Darsow, Ulf; Egger, Cornelia; Haeberli, Gabrielle; Hawranek, Thomas; Koerner, Michael; Kucharewicz, Iwona; Küchenhoff, Helmut; Lang, Roland; Quercia, Oliviero; Reider, Norbert; Severino, Maurizio; Sticherling, Michael; Sturm, Gunther J.; Wuethrich, B. (2009)
  Predictors of severe systemic anaphylactic reactions in patients with hymenoptera venom allergy: Importance of baseline serum tryptase-a study of the european academy of allergology and clinical immunology interest group on insect venom hypersensitivity
  In: Journal of Allergy and Clinical Immunology, Vol. 124, No. 5: pp. 1047-1054
  
• Rzehak, Peter; Sausenthaler, Stefanie; Koletzko, Sibylle; Bauer, Carl P.; Schaaf, Beate; Berg, Andrea von; Berdel, Dieter; Borte, Michael; Herbarth, Olaf; Krämer, Ursula; Fenske, Nora; Wichmann, Heinz-Erich; Heinrich, Joachim (2009)
  Period-specific growth, overweight and modification by breastfeeding in the GINI and LISA birth cohorts up to age 6 years
  In: European Journal of Epidemiology, Vol. 24, No. 8: pp. 449-467
  
• Scheipl, Fabian; Kneib, Thomas (2009)
  Locally adaptive Bayesian P-splines with a normal-exponential-gamma prior
  In: Computational Statistics & Data Analysis, Vol. 53, No. 10: pp. 3533-3552